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A new baseline for edge detection: Make encoder–decoder great again

delete2026-01-14
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PRE
AI
Y
Yachuan Li *
X
Xavier Soria Poma
Y
Yongke Xi
G
Guanlin Li
杨超志 cover
杨超志 (Chaozhi Yang)
Q
Qian Xiao
Y
Yun Bai
Z
Z. Li *
DOI:10.1016/j.image.2026.117485delete
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Abstract

Abstract

En 中文
• Huge computational cost and complex strategy hinder the progress of edge detection. • A vanilla and pure encoder–decoder based edge detection baseline is needed. • NBED decouples the extraction process of spatial features and semantic features. • Cascaded high-resolution feature decoder can suppress the noise and the spatial error. • Powerful encoder–decoders can disable the feature augmentation and fusion modules.

Journal

S
signal processing: image communication
IF:
0
Papers:
71
Citations:
0

Organization

P
polytechnic school of chimborazo
Scholars:
3
Papers: 2
Citations: 0
S
shandong hi-speed information group co ltd
Scholars:
1
Papers: 1
Citations: 0
C
china university of petroleum
Scholars:
4.1W
Papers: 2.7W
Citations: 30
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